{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def show(image):\n",
    "    plt.imshow(image)\n",
    "    plt.axis('off')\n",
    "    plt.show()\n",
    "    \n",
    "def imread(image):\n",
    "    image = cv2.imread(image)\n",
    "    image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YSJrIYyw1Lpq+OPFoLv4xi9Loq8Q5vu0OHn7v7/Kxy6/jyqP3F05e32nByjZ3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\nWqhq1DjF1EJVo8YpphaqGjVOMf8Paa5dW4M27JoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a843cb4a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rIJ9nslqW3jp651LykzlPro3RWu5cuzvncwkTzJ9JsPlvWYQUl+Xj5uMkVzeS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KOe3C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\n/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HBrdamRCZFybM0wy89R4uKpw5PbNb/KMd/4HctfPI3XF/2AX//kOHTPQdeCFKLVNAfX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\nCMX+AatmRcLGkHKsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a844701400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "(h,w) = image.shape[:2]\n",
    "(cX,cY) = (w/2,h/2)\n",
    "\n",
    "# (cX,cY)-旋转中心点\n",
    "# 45-逆时针旋转45度\n",
    "# 1.0-缩放\n",
    "M = cv2.getRotationMatrix2D((cX,cY), 45, 1.0)\n",
    "image = cv2.warpAffine(image, M, (w,h))\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jva5/j5wzU17iu5JwzUgQgnNsfduB87ywxJeeFsE5YgdCDMMww+aeAn07Smsx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\nRURMTCQijuo7jPv2u49NrR2c9vhR2FVdJKO7uXPwGVbuXslPpu3k4pM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YGBhwYI9SDA8P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\nq6xok/QNdNDSm6GxroJLLv4a9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P6nQxz9y0NEac4w7DC7dxdJMkbe+5gwixlEPU4NQ3xt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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a84471e358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "(h,w) = image.shape[:2]\n",
    "(cX,cY) = (w/2,h/2)\n",
    "\n",
    "# (cX,cY)-旋转中心点\n",
    "# 45-顺时针旋转45度\n",
    "# 1.0-缩放\n",
    "M = cv2.getRotationMatrix2D((cX,cY), -45, 1.0)\n",
    "image = cv2.warpAffine(image, M, (w,h))\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pGs2VcCEDJXSuwfeirOXCY9ZaBkzawFDGWoQpZ9J7hvINblLKCJoxhlSkDQzl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a84471e198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "(h,w) = image.shape[:2]\n",
    "(cX,cY) = (w/2,h/2)\n",
    "\n",
    "# (cX,cY)-旋转中心点\n",
    "# 45-逆时针旋转45度\n",
    "# 1.0-缩放\n",
    "M = cv2.getRotationMatrix2D((cX,cY), 45, 2.0)\n",
    "image = cv2.warpAffine(image, M, (w,h))\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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B4oPlp7+8Znd/JHsFrVEtENav3G9eZS8esKqI4GG6cOQ2hlG2DNELjSTzSikSbTBCsnS8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\niTjGJHQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a8447ad4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "(h,w) = image.shape[:2]\n",
    "(cX,cY) = (w/2,h/2)\n",
    "\n",
    "# (cX,cY)-旋转中心点\n",
    "# 45-逆时针旋转45度\n",
    "# 1.0-缩放\n",
    "M = cv2.getRotationMatrix2D((cX,cY), 45, 0.5)\n",
    "image = cv2.warpAffine(image, M, (w,h))\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7h8V2KkeonMXdpf/53zY5DHPUMqytqBctFiuP1rKsjyIURxE4ESma+2jXyJs3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\nwfii8vHZwfii8vHZwfii8vHZwfw/s0oUWqPsh5AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a844817860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "(h,w) = image.shape[:2]\n",
    "(cX,cY) = (w/2,h/2)\n",
    "\n",
    "# (cX-200,cY-200)-旋转中心点\n",
    "# 45-逆时针旋转45度\n",
    "# 1.0-缩放\n",
    "M = cv2.getRotationMatrix2D((cX-200,cY-200), 45, 1.0)\n",
    "image = cv2.warpAffine(image, M, (w,h))\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
